{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import argparse\n",
    "from typing import Union, List\n",
    "\n",
    "import cv2\n",
    "import numpy\n",
    "import scipy\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.patches import Circle\n",
    "from scipy import ndimage\n",
    "\n",
    "from demo import Demonstration\n",
    "from ply import write_xyz_rgb_as_ply, Ply\n",
    "from trainer import Trainer\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [],
   "source": [
    "def read_image(path: Union[str, List[str]], img_type: str, history=False):\n",
    "    \"\"\"\n",
    "    Reads image into numpy array\n",
    "    @param path: Path to image\n",
    "    @param img_type: One of 'color', 'depth'\n",
    "    @param history: Whether or not to read history for depth images\n",
    "    @return: Array containing image contents\n",
    "    \"\"\"\n",
    "    # This is repeated several times in the code and should ideally be refactored into a function\n",
    "\n",
    "    if img_type == \"color\":\n",
    "        return cv2.cvtColor(cv2.imread(path), cv2.COLOR_BGR2RGB)\n",
    "    elif img_type == \"depth\":\n",
    "        if history:\n",
    "            return numpy.stack([cv2.imread(file, -1).astype(numpy.float32)/100000 for file in path], axis=-1)\n",
    "        else:\n",
    "            return numpy.stack([cv2.imread(path, -1)]*3, axis=-1).astype(numpy.float32)/100000\n",
    "    return None"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224, 3)\n"
     ]
    }
   ],
   "source": [
    "# Workspace limits\n",
    "workspace_limits = numpy.asarray([[-0.724, -0.276], [-0.224, 0.224], [-0.0001, 0.5]])\n",
    "\n",
    "# Test images\n",
    "test_color_heightmap = read_image(\"logs/2021-02-28-17-19-14_Real-Stack-Imitation-Masked-Testing-Three-Step-History/data/color-heightmaps/000015.0.color.png\", 'color')\n",
    "# test_depth_heightmap = read_image(\"logs/2021-02-28-17-19-14_Real-Stack-Imitation-Masked-Testing-Three-Step-History/data/depth-heightmaps/000015.0.depth.png\", 'depth')\n",
    "test_depth_heightmap = read_image([\"logs/2021-02-28-17-19-14_Real-Stack-Imitation-Masked-Testing-Three-Step-History/data/depth-heightmaps/000015.0.depth.png\",\n",
    "                                   \"logs/2021-02-28-17-19-14_Real-Stack-Imitation-Masked-Testing-Three-Step-History/data/depth-heightmaps/000014.0.depth.png\",\n",
    "                                   \"logs/2021-02-28-17-19-14_Real-Stack-Imitation-Masked-Testing-Three-Step-History/data/depth-heightmaps/000013.0.depth.png\"], 'depth', True)\n",
    "\n",
    "print(test_depth_heightmap.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Read test color and depth height maps\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# stack_snapshot_file = 'logs/base_models/best_unstacking/snapshot.reinforcement_trial_success_rate_best_value.pth'\n",
    "\n",
    "# stack_snapshot_file = 'logs/base_models/rows_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth'\n",
    "# stack_snapshot_file = 'logs/base_models/stacking_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth'\n",
    "stack_snapshot_file = 'logs/base_models/unstacking_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth'\n",
    "# stack_snapshot_file = 'logs/base_models/vertical_square_hist_densenet/snapshot.reinforcement_trial_success_rate_best_value.pth'\n",
    "# policy_name = 'row'\n",
    "# policy_name = 'stack'\n",
    "policy_name = 'unstack'\n",
    "# policy_name = 'square'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CUDA detected. Running with GPU acceleration.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/absox/PycharmProjects/real_good_robot/venv/lib/python3.8/site-packages/torch/nn/_reduction.py:42: UserWarning: size_average and reduce args will be deprecated, please use reduction='none' instead.\n",
      "  warnings.warn(warning.format(ret))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pre-trained model snapshot loaded from: logs/base_models/unstacking_hist_densenet/snapshot.reinforcement_action_efficiency_best_value.pth\n"
     ]
    }
   ],
   "source": [
    "# Demo files\n",
    "demo = Demonstration(\"logs/demos/stack_demos\", 1, None)\n",
    "demo_color_heightmap, demo_depth_heightmap = demo.get_heightmaps(\"place\", 11)\n",
    "\n",
    "stack_trainer = Trainer(method='reinforcement', push_rewards=True, future_reward_discount=0.5,\n",
    "                        is_testing=True, snapshot_file=stack_snapshot_file,\n",
    "                        force_cpu=False, goal_condition_len=0, place=True,\n",
    "                        pretrained=True, flops=False, network='densenet',\n",
    "                        common_sense=True, place_common_sense=True,\n",
    "                        show_heightmap=False, place_dilation=0.01,\n",
    "                        common_sense_backprop=True, trial_reward='spot',\n",
    "                        num_dilation=0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 83 142]\n",
      "10\n"
     ]
    }
   ],
   "source": [
    "# get demo action index vector\n",
    "action_vector = demo.action_dict[2][2]\n",
    "\n",
    "# convert rotation angle to index\n",
    "best_rot_ind = numpy.around((numpy.rad2deg(action_vector[-2]) % 360) * 16 / 360).astype(int)\n",
    "# test_rot_ind = 15\n",
    "\n",
    "# convert robot coordinates to pixel\n",
    "workspace_pixel_offset = workspace_limits[:2, 0] * -1 * 1000\n",
    "best_action_xy = ((workspace_pixel_offset + 1000 * action_vector[:2]) / 2).astype(int)\n",
    "\n",
    "print(best_action_xy)\n",
    "print(best_rot_ind)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute index of demo action\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [],
   "source": [
    "_, _, demo_features = stack_trainer.forward(demo_color_heightmap, demo_depth_heightmap,\n",
    "                                            is_volatile=True, keep_action_feat=True, demo_mask=True)[:3]\n",
    "demo_features = demo_features.filled(0.0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute demo features\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [],
   "source": [
    "_, _, test_features = stack_trainer.forward(test_color_heightmap, test_depth_heightmap,\n",
    "                                            is_volatile=True, keep_action_feat=True, demo_mask=True)[:3]\n",
    "test_features = test_features.filled(0.0)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute test features\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "outputs": [],
   "source": [
    "demo_features_rot = demo_features[best_rot_ind,:,:,:]\n",
    "# test_features_rot = test_features[test_rot_ind,:,:,:]\n",
    "\n",
    "# Compute mask\n",
    "demo_mask = (demo_features_rot == 0).all(axis=0)\n",
    "# test_mask = (test_features_rot == 0).all(axis=0)\n",
    "test_mask = (test_features==0).all(axis=1)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute rematch distance\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "outputs": [],
   "source": [
    "# match_dist = numpy.zeros([16, 224, 224])\n",
    "match_dist = numpy.sum(numpy.square(numpy.expand_dims(demo_features_rot[:, best_action_xy[1], best_action_xy[0]],(0,2,3)) - test_features), axis=1)\n",
    "match_dist[test_mask] = numpy.max(match_dist)\n",
    "matched_action = numpy.unravel_index(numpy.argmin(match_dist), (16, 224, 224))\n",
    "\n",
    "test_rot_ind = matched_action[0]\n",
    "test_features_rot = test_features[test_rot_ind,:,:,:]\n",
    "test_mask_rot = test_mask[test_rot_ind,:,:]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Compute match distance\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 82, 148)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "ax.imshow(match_dist[test_rot_ind,:,:], cmap=\"gray\")\n",
    "\n",
    "circle = Circle((matched_action[2], matched_action[1]))\n",
    "ax.add_patch(circle)\n",
    "print(matched_action)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Plot match distance\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "outputs": [],
   "source": [
    "rematch_squared_distance = numpy.zeros([224, 224])\n",
    "\n",
    "for i in range(0, 224):\n",
    "    for j in range(0, 224):\n",
    "        x = numpy.expand_dims(test_features_rot[:,i,j], (1,2))\n",
    "        displacement = demo_features_rot - x\n",
    "        distances = numpy.sum(numpy.square(displacement), axis=0)\n",
    "        distances = ndimage.gaussian_filter(distances, sigma=(3,3))\n",
    "        distances[demo_mask] = numpy.max(distances) * 1.1\n",
    "        match_index = numpy.unravel_index(numpy.argmin(distances), (224, 224))\n",
    "        rematch_squared_distance[i,j] = numpy.sum(numpy.square(match_index - best_action_xy[[1, 0]]))\n",
    "\n",
    "rematch_distance = numpy.sqrt(rematch_squared_distance)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.patches.Circle at 0x7f4dcd4661c0>"
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1)\n",
    "\n",
    "ax.imshow(demo_color_heightmap)\n",
    "circle = Circle(best_action_xy)\n",
    "ax.add_patch(circle)\n",
    "# fig, ax = plt.imshow(demo_color_heightmap)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Generate demo plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f4dd4b58f70>"
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_color_heightmap)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Generate test plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f4dd5237d60>"
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(demo_mask, cmap='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f4dd55f82e0>"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_mask_rot, cmap='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f4dd51e6730>"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rematch_distance[test_mask_rot] = numpy.max(rematch_distance)\n",
    "plt.imshow(rematch_distance, cmap='gray')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Rematch plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [],
   "source": [
    "inverse_heights = numpy.max(rematch_distance) - rematch_distance\n",
    "inverse_heights[test_mask_rot] = 0\n",
    "# inverse_heights[~test_mask] = 200\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% 3d bar plot\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [],
   "source": [
    "inverse_heights_scaled = (inverse_heights - numpy.mean(inverse_heights))/numpy.std(inverse_heights)\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "inverse_heights_image = cv2.applyColorMap(((1-inverse_heights/numpy.max(inverse_heights))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "plt.imshow(inverse_heights_image)\n",
    "\n",
    "inverse_heights_image_reverse = cv2.applyColorMap(((inverse_heights/numpy.max(inverse_heights))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "cv2.imwrite(\"figures/fig4/inverse_heights_\" + policy_name + \".png\", inverse_heights_image_reverse)\n",
    "# cv2.imwrite(\"figures/fig4/inverse_heights_stack.png\", inverse_heights_image_reverse)\n",
    "# cv2.imwrite(\"figures/fig4/inverse_heights_unstack.png\", inverse_heights_image_reverse)\n",
    "# cv2.imwrite(\"figures/fig4/inverse_heights_square.png\", inverse_heights_image_reverse)\n",
    "blended = cv2.addWeighted(inverse_heights_image_reverse, 0.5, test_color_heightmap, 0.5, 0)\n",
    "cv2.imwrite(\"figures/fig4/inverse_heights_blended_\" + policy_name + \".png\", blended)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f4dd4d56310>"
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# inverse_heights_softmax = numpy.log(numpy.exp(inverse_heights_scaled)/numpy.sum(numpy.exp(inverse_heights_scaled)))\n",
    "inverse_heights_softmax = scipy.special.softmax(inverse_heights_scaled)\n",
    "inverse_heights_softmax = (inverse_heights_softmax - numpy.min(inverse_heights_softmax))/(numpy.max(inverse_heights_softmax-numpy.min(inverse_heights_softmax)))\n",
    "inverse_heights_image_softmax = cv2.applyColorMap(((inverse_heights_softmax/numpy.max(inverse_heights_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "cv2.imwrite(\"figures/fig4/inverse_heights_softmax_\" + policy_name + \".png\", inverse_heights_image_softmax)\n",
    "blended = cv2.addWeighted(inverse_heights_image_softmax, 0.5, test_color_heightmap, 0.5, 0)\n",
    "cv2.imwrite(\"figures/fig4/inverse_heights_softmax_blended_\" + policy_name + \".png\", blended)\n",
    "inverse_heights_image_softmax = cv2.applyColorMap(((1-inverse_heights_softmax/numpy.max(inverse_heights_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "plt.imshow(inverse_heights_image_softmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n",
      "0.0\n"
     ]
    }
   ],
   "source": [
    "print(numpy.max(inverse_heights_softmax))\n",
    "print(numpy.min(inverse_heights_softmax))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f4ecf06fac0>"
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# inverse_heights_softmax = numpy.log(numpy.exp(inverse_heights_scaled)/numpy.sum(numpy.exp(inverse_heights_scaled)))\n",
    "inverse_heights_log_softmax = scipy.special.log_softmax(inverse_heights_scaled)\n",
    "\n",
    "inverse_heights_log_softmax = (inverse_heights_log_softmax - numpy.min(inverse_heights_log_softmax))/(numpy.max(inverse_heights_log_softmax-numpy.min(inverse_heights_log_softmax)))\n",
    "# inverse_heights_avg_softmax_log_softmax = inverse_heights_softmax + inverse_heights_log_softmax * (inverse_heights_log_softmax < 0.5)\n",
    "inverse_heights_avg_softmax_log_softmax = inverse_heights_softmax + inverse_heights_log_softmax\n",
    "inverse_heights_avg_softmax_log_softmax_image = cv2.applyColorMap(((inverse_heights_avg_softmax_log_softmax/numpy.max(inverse_heights_avg_softmax_log_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "cv2.imwrite(\"figures/fig4/inverse_heights_avg_softmax_log_softmax_\" + policy_name + \".png\", inverse_heights_avg_softmax_log_softmax_image)\n",
    "blended = cv2.addWeighted(inverse_heights_avg_softmax_log_softmax_image, 0.5, test_color_heightmap, 0.5, 0)\n",
    "cv2.imwrite(\"figures/fig4/inverse_heights_avg_softmax_log_softmax_blended_\" + policy_name + \".png\", blended)\n",
    "inverse_heights_avg_softmax_log_softmax_image = cv2.applyColorMap(((1-inverse_heights_avg_softmax_log_softmax/numpy.max(inverse_heights_avg_softmax_log_softmax))*255).astype(numpy.uint8), cv2.COLORMAP_JET)\n",
    "plt.imshow(inverse_heights_avg_softmax_log_softmax_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(224, 224)\n"
     ]
    }
   ],
   "source": [
    "print(numpy.shape(inverse_heights_avg_softmax_log_softmax))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.image.AxesImage at 0x7f4eceeee520>"
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_color_heightmap)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute colors\n",
    "# colors = [test_color_heightmap[i,j,:]/255 for j in range(0, 224) for i in range(0, 224)]\n",
    "x = [i for j in range(0, 224) for i in range(0, 224)]\n",
    "y = [j for j in range(0, 224) for i in range(0, 224)]\n",
    "# top = [inverse_heights[i,j] for j in range(0, 224) for i in range(0, 224)]\n",
    "# top = [inverse_heights_softmax[i,j] for j in range(0, 224) for i in range(0, 224)]\n",
    "top = [inverse_heights_avg_softmax_log_softmax[i,j] for j in range(0, 224) for i in range(0, 224)]\n",
    "\n",
    "best_test_action_index = numpy.argmax(top)\n",
    "best_test_action = (y[best_test_action_index], x[best_test_action_index])\n",
    "# inverse_heights_image = cv2.circle(inverse_heights_image, best_test_action, 2, (255, 0, 0), 2)\n",
    "# blended = cv2.addWeighted(inverse_heights_image, 0.25, test_color_heightmap, 0.75, 0)\n",
    "# blended = cv2.addWeighted(inverse_heights_image_softmax, 0.5, test_color_heightmap, 0.5, 0)\n",
    "blended = cv2.addWeighted(inverse_heights_avg_softmax_log_softmax_image, 0.5, test_color_heightmap, 0.5, 0)\n",
    "\n",
    "\n",
    "blended = cv2.circle(blended, best_test_action, 2, (255, 0, 0), 2)\n",
    "plt.imshow(blended)\n",
    "\n",
    "colors = [blended[i,j,:]/255 for j in range(0, 224) for i in range(0, 224)]\n",
    "# _x = numpy.arange(224)\n",
    "# _y = numpy.arange(224)\n",
    "# _xx, _yy = numpy.meshgrid(_x, _y)\n",
    "# x, y = _xx.ravel(), _yy.ravel()\n",
    "\n",
    "# top = inverse_heights.flatten('C')\n",
    "bottom = numpy.zeros(len(top))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 3600x2400 with 1 Axes>",
      "image/png": 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     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(6, 4), dpi=600)\n",
    "ax = figure.add_subplot(111, projection='3d')\n",
    "ax.view_init(elev=15., azim=90)\n",
    "# ax.view_init(elev=30., azim=0)\n",
    "\n",
    "# ax.plot_surface(numpy.array(x), numpy.array(y), numpy.array(top), color=colors)\n",
    "ax.bar3d(x, y, bottom, 1, 1, top, shade=False, color=colors)\n",
    "\n",
    "# ax.set_zlim(0, 500)\n",
    "ax.set_zlim(0, numpy.max(top)*5)\n",
    "\n",
    "plt.axis('off')\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [],
   "source": [
    "figure.savefig(\"figures/fig4/test_cc_figure_4_\" + policy_name + \".png\", transparent=True)\n",
    "# figure.savefig(\"figures/fig4/test_cc_figure_4_stack.png\", transparent=True)\n",
    "# figure.savefig(\"figures/fig4/test_cc_figure_4_unstack.png\", transparent=True)\n",
    "# figure.savefig(\"figures/fig4/test_cc_figure_4_square.png\", transparent=True)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.0\n",
      "0.0\n",
      "True\n",
      "(146, 79)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<matplotlib.patches.Circle at 0x7f4edd38afd0>"
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "masked_test_color_heightmap = test_color_heightmap.copy()\n",
    "masked_test_color_heightmap[test_mask_rot,:] = 0\n",
    "# best_test_action = numpy.unravel_index(numpy.argmin(rematch_distance), (224, 224))\n",
    "best_test_action_index = numpy.argmax(top)\n",
    "best_test_action = (y[best_test_action_index], x[best_test_action_index])\n",
    "print(numpy.max(top))\n",
    "print(inverse_heights[best_test_action])\n",
    "print(test_mask_rot[best_test_action])\n",
    "print(best_test_action)\n",
    "\n",
    "fig, ax = plt.subplots(1)\n",
    "\n",
    "# ax.imshow(masked_test_color_heightmap)\n",
    "# ax.imshow(inverse_heights, cmap='gray')\n",
    "ax.imshow(test_color_heightmap)\n",
    "# ax.imshow(test_mask)\n",
    "ax.add_patch(Circle(best_test_action))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50176, 3)\n"
     ]
    }
   ],
   "source": [
    "scale_factor = 0.002\n",
    "top_scale_factor = scale_factor * 10\n",
    "points = numpy.stack((x,y,numpy.array(top)/top_scale_factor), -1) * scale_factor\n",
    "print(points.shape)\n",
    "\n",
    "rgb = (numpy.stack(colors) * 255).astype('uint8')\n",
    "\n",
    "ply = Ply(points, rgb)\n",
    "\n",
    "ply.write(\"figures/fig4/test_cc_figure_4_\" + policy_name + \".ply\")\n",
    "# ply.write(\"figures/fig4/test_cc_figure_4_stack.ply\")\n",
    "# ply.write(\"figures/fig4/test_cc_figure_4_unstack.ply\")\n",
    "# ply.write(\"figures/fig4/test_cc_figure_4_square.ply\")\n",
    "\n",
    "\n",
    "# write_xyz_rgb_as_ply(points, blended, \"figures/fig4/test_cc_figure_4_row.ply\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% Save ply\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [],
   "source": [
    "# TODO:\n",
    "# Check rotation\n",
    "# Tighter mask - N/A\n",
    "# Subtract minimum nonzero value - done\n",
    "# Try adding the match distance\n",
    "# Save image files for figures - done\n",
    "# Refactor"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}